It was the sight of the friendly yellow Labrador at the fence that tipped her off. It was usually a signal, a precursor. Sure enough, a moment later, she saw Ms. Miller, the dog’s owner, heading towards her house. Her skin prickled.

She quickly locked the back door, then the front. Her breath came in short, shallow gasps. She had only met Ms. Miller once, at the mailbox. The memory of her polite smile felt oppressive now.

She retreated into the back of the house, the cool dimness of the spare bedroom offering a small measure of comfort. She knew what was coming. She felt trapped, encircled. She listened, holding her breath, waiting for the inevitable knock.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314